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Selectivity and Ranking of Tight-Binding JAK-STAT Inhibitors Using Markovian Milestoning with Voronoi Tessellations
[Image: see text] Janus kinases (JAK), a group of proteins in the nonreceptor tyrosine kinase (NRTKs) family, play a crucial role in growth, survival, and angiogenesis. They are activated by cytokines through the Janus kinase–signal transducer and activator of a transcription (JAK-STAT) signaling pa...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10131228/ https://www.ncbi.nlm.nih.gov/pubmed/37023323 http://dx.doi.org/10.1021/acs.jcim.2c01589 |
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author | Ojha, Anupam Anand Srivastava, Ambuj Votapka, Lane William Amaro, Rommie E. |
author_facet | Ojha, Anupam Anand Srivastava, Ambuj Votapka, Lane William Amaro, Rommie E. |
author_sort | Ojha, Anupam Anand |
collection | PubMed |
description | [Image: see text] Janus kinases (JAK), a group of proteins in the nonreceptor tyrosine kinase (NRTKs) family, play a crucial role in growth, survival, and angiogenesis. They are activated by cytokines through the Janus kinase–signal transducer and activator of a transcription (JAK-STAT) signaling pathway. JAK-STAT signaling pathways have significant roles in the regulation of cell division, apoptosis, and immunity. Identification of the V617F mutation in the Janus homology 2 (JH2) domain of JAK2 leading to myeloproliferative disorders has stimulated great interest in the drug discovery community to develop JAK2-specific inhibitors. However, such inhibitors should be selective toward JAK2 over other JAKs and display an extended residence time. Recently, novel JAK2/STAT5 axis inhibitors (N-(1H-pyrazol-3-yl)pyrimidin-2-amino derivatives) have displayed extended residence times (hours or longer) on target and adequate selectivity excluding JAK3. To facilitate a deeper understanding of the kinase–inhibitor interactions and advance the development of such inhibitors, we utilize a multiscale Markovian milestoning with Voronoi tessellations (MMVT) approach within the Simulation-Enabled Estimation of Kinetic Rates v.2 (SEEKR2) program to rank order these inhibitors based on their kinetic properties and further explain the selectivity of JAK2 inhibitors over JAK3. Our approach investigates the kinetic and thermodynamic properties of JAK–inhibitor complexes in a user-friendly, fast, efficient, and accurate manner compared to other brute force and hybrid-enhanced sampling approaches. |
format | Online Article Text |
id | pubmed-10131228 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-101312282023-04-27 Selectivity and Ranking of Tight-Binding JAK-STAT Inhibitors Using Markovian Milestoning with Voronoi Tessellations Ojha, Anupam Anand Srivastava, Ambuj Votapka, Lane William Amaro, Rommie E. J Chem Inf Model [Image: see text] Janus kinases (JAK), a group of proteins in the nonreceptor tyrosine kinase (NRTKs) family, play a crucial role in growth, survival, and angiogenesis. They are activated by cytokines through the Janus kinase–signal transducer and activator of a transcription (JAK-STAT) signaling pathway. JAK-STAT signaling pathways have significant roles in the regulation of cell division, apoptosis, and immunity. Identification of the V617F mutation in the Janus homology 2 (JH2) domain of JAK2 leading to myeloproliferative disorders has stimulated great interest in the drug discovery community to develop JAK2-specific inhibitors. However, such inhibitors should be selective toward JAK2 over other JAKs and display an extended residence time. Recently, novel JAK2/STAT5 axis inhibitors (N-(1H-pyrazol-3-yl)pyrimidin-2-amino derivatives) have displayed extended residence times (hours or longer) on target and adequate selectivity excluding JAK3. To facilitate a deeper understanding of the kinase–inhibitor interactions and advance the development of such inhibitors, we utilize a multiscale Markovian milestoning with Voronoi tessellations (MMVT) approach within the Simulation-Enabled Estimation of Kinetic Rates v.2 (SEEKR2) program to rank order these inhibitors based on their kinetic properties and further explain the selectivity of JAK2 inhibitors over JAK3. Our approach investigates the kinetic and thermodynamic properties of JAK–inhibitor complexes in a user-friendly, fast, efficient, and accurate manner compared to other brute force and hybrid-enhanced sampling approaches. American Chemical Society 2023-04-06 /pmc/articles/PMC10131228/ /pubmed/37023323 http://dx.doi.org/10.1021/acs.jcim.2c01589 Text en © 2023 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Ojha, Anupam Anand Srivastava, Ambuj Votapka, Lane William Amaro, Rommie E. Selectivity and Ranking of Tight-Binding JAK-STAT Inhibitors Using Markovian Milestoning with Voronoi Tessellations |
title | Selectivity and
Ranking of Tight-Binding JAK-STAT
Inhibitors Using Markovian Milestoning with Voronoi Tessellations |
title_full | Selectivity and
Ranking of Tight-Binding JAK-STAT
Inhibitors Using Markovian Milestoning with Voronoi Tessellations |
title_fullStr | Selectivity and
Ranking of Tight-Binding JAK-STAT
Inhibitors Using Markovian Milestoning with Voronoi Tessellations |
title_full_unstemmed | Selectivity and
Ranking of Tight-Binding JAK-STAT
Inhibitors Using Markovian Milestoning with Voronoi Tessellations |
title_short | Selectivity and
Ranking of Tight-Binding JAK-STAT
Inhibitors Using Markovian Milestoning with Voronoi Tessellations |
title_sort | selectivity and
ranking of tight-binding jak-stat
inhibitors using markovian milestoning with voronoi tessellations |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10131228/ https://www.ncbi.nlm.nih.gov/pubmed/37023323 http://dx.doi.org/10.1021/acs.jcim.2c01589 |
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